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Machine Learning for Healthcare Analytics Projects

You're reading from Machine Learning for Healthcare Analytics Projects

Product type Book

Published in Oct 2018

Publisher Packt

ISBN-13 9781789536591

Pages 134 pages

Edition 1st Edition

Languages

Concepts

Machine Learning

Table of Contents (7) Chapters

Preface

1. Breast Cancer Detection

2. Diabetes Onset Detection

3. DNA Classification

4. Diagnosing Coronary Artery Disease

5. Autism Screening with Machine Learning

6. Another Book You May Enjoy

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Autism Screening with Machine Learning

An early diagnosis of neurodevelopmental disorders can improve treatment and significantly decrease associated healthcare costs. In this chapter, we will use supervised learning to diagnose Autistic Spectrum Disorder (ASD) based on behavioral features and individual characteristics. More specifically, we will build and deploy a neural network using the Keras API.

We will cover the following topics in this chapter:

ASD screening using machine learning
Introducing the dataset
Splitting the dataset into training and testing datasets
Building the network
Testing the network
Solving overfitting issues using dropout regularization

The rest of the chapter is locked

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